{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 词云图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "### 1. 初始设置\n",
    "\n",
    "首先，导入所需的库，并设置中文字体等。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入所需的库\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.animation import FuncAnimation\n",
    "import re\n",
    "import jieba\n",
    "import wordcloud\n",
    "from imageio import imread\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "# 正常显示中文标签\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']\n",
    "\n",
    "# 自动适应布局\n",
    "mpl.rcParams.update({'figure.autolayout': True})\n",
    "\n",
    "# 正常显示负号\n",
    "mpl.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "# 定义颜色，主色：蓝色，辅助色：灰色，互补色：橙色\n",
    "colors = {'蓝色':'#00589F', '深蓝色':'#003867', '浅蓝色':'#5D9BCF',\n",
    "          '灰色':'#999999', '深灰色':'#666666', '浅灰色':'#CCCCCC',\n",
    "          '橙色':'#F68F00', '深橙色':'#A05D00', '浅橙色':'#FBC171'}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 定义数据\n",
    "\n",
    "基于心形曲线的公式：$ (x^2+y^2-1)^3-x^2*y^3=0 $"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 生成心形曲线的数据\n",
    "x_coords = np.linspace(-3, 3, 500)\n",
    "y_coords = np.linspace(-3, 3, 500)\n",
    "points = []\n",
    "for y in y_coords:\n",
    "    for x in x_coords:\n",
    "        if(x**2+y**2-1)**3 <= x**2*y**3:\n",
    "            points.append({ \"x\": x, \"y\": y})\n",
    "heart_x = list(map( lambda point: point[ \"x\"], points))\n",
    "heart_y = list(map( lambda point: point[ \"y\"], points))\n",
    "\n",
    "# 设置动画图片的张数\n",
    "frames = 100\n",
    "# 切分列表\n",
    "points = [int(x) for x in np.linspace(0, len(heart_x), frames)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. 开始画图\n",
    "\n",
    "用「**面向对象**」的方法画图。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3.1 制作爱心动画和爱心图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用「面向对象」的方法画图\n",
    "fig, ax = plt.subplots(figsize=(6, 6))\n",
    "\n",
    "# 隐藏边框\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.spines['bottom'].set_visible(False)\n",
    "ax.spines['left'].set_visible(False)\n",
    "\n",
    "# 隐藏坐标轴刻度\n",
    "ax.set_xticks([])\n",
    "ax.set_yticks([])\n",
    "\n",
    "# 设置坐标轴范围\n",
    "ax.set_xlim(-1.2, 1.2)\n",
    "ax.set_ylim(-1.15, 1.25)\n",
    "\n",
    "# 记录进度\n",
    "txt = ax.text(0, 1.35, '', fontsize=26, color=colors['深灰色'], ha='center')\n",
    "\n",
    "# 动画函数\n",
    "def animate(i):\n",
    "    # 设置起止点\n",
    "    start = points[i-1]\n",
    "    end = points[i]\n",
    "    \n",
    "    # 画散点图\n",
    "    ax.scatter(heart_x[start:end], heart_y[start:end], s=5, c='r')\n",
    "    \n",
    "    # 文字动态变化\n",
    "    txt.set_text(str(i+1))\n",
    "\n",
    "# 用函数的方式绘制动画，interval 表示间隔毫秒数\n",
    "anim = FuncAnimation(fig, animate, frames=frames, interval=100)\n",
    "\n",
    "# 保存为 mp4 的文件格式，需要安装二进制文件 ffmpeg，下载地址：http://www.ffmpeg.org/download.html\n",
    "anim.save('爱心.mp4')\n",
    "\n",
    "# 保存图片\n",
    "plt.savefig('爱心.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 词云图的文本\n",
    "text = '''\n",
    "时光仿佛一杯静水，依然深刻，依然可以深流，而一份心情，却与风月无关，水逝惊鸿去。\n",
    "\n",
    "站在时光的路口，回望曾经走过的美丽和温柔。\n",
    "\n",
    "许多人，许多事，许多曾经花发枝满的渴求与憧憬，依然在岁月的长河中缓缓流过，又默默回溯。\n",
    "\n",
    "世事纷繁，时光终是无言，所谓的执念也许只是虚妄，所谓的抵达也不过是终点。\n",
    "\n",
    "生命不止，红尘无尽。仅以一程换一种懂得，仅以一程换一场经历，如此，而已。\n",
    "\n",
    "谁又是谁生命中的看客和过客？推开一扇叫岁月的门，许多年华，终于被渐次搁浅。\n",
    "\n",
    "而你，永远是斜格子里的光影，游走在梦与现实的边缘。\n",
    "\n",
    "若是时光锁住的葱茏，曳动冷冷的素月清秋，那么，谁取你一瓢，醉饮红尘外？\n",
    "\n",
    "此生，若你安好，便是晴天！\n",
    "'''\n",
    "\n",
    "# 分词\n",
    "word_list = jieba.cut(text, cut_all=True)\n",
    "word = ' '.join(word_list)\n",
    "\n",
    "# 读取图片\n",
    "pic = imread('爱心.png')\n",
    "\n",
    "# 绘制词云图\n",
    "wc = wordcloud.WordCloud(mask=pic, font_path='simhei.ttf', background_color='white').generate(word)\n",
    "\n",
    "# 隐藏坐标轴\n",
    "plt.axis('off')\n",
    "\n",
    "# 生成词云图\n",
    "plt.imshow(wc)\n",
    "\n",
    "# 保存词云图\n",
    "wc.to_file('词云图.png')\n",
    "\n",
    "# 显示图片\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
